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Differentially Private Genomic Data Release For GWAS Reproducibility. (arXiv:2209.06327v1 [cs.CR])
Web: http://arxiv.org/abs/2209.06327
Sept. 15, 2022, 1:20 a.m. | Yuzhou Jiang, Tianxi Ji, Erman Ayday
cs.CR updates on arXiv.org arxiv.org
With the rapid development of technology in genome-related fields,
researchers have proposed various approaches and algorithms in recent years.
However, they rarely publish the genomic datasets they used in their works for
others to reproduce and validate their methods, as sharing those data directly
can lead to significant privacy risks (e.g., against inference attacks). To
solve the problem and expedite cooperative scientific research, we propose a
novel differentially private sharing mechanism for genomic datasets that
protects the entire genomic dataset …
More from arxiv.org / cs.CR updates on arXiv.org
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